A small cafe sells one type of coffee. The selling price of a cup of coffee is reviewed and adjusted at the beginning of every year depending on market conditions. Based on sales figures collected over 7 years, the cafe owner, Mr Tay, studied the effect of the selling price of a cup of coffee, $x, on the average number of cups, cups, sold per day within the year. The data is shown in the table below.
2.0 2.2 2.5 3.0 4.0 4.4 4.5 280 250 190 150 90 100 70
| 2.0 | 2.2 | 2.5 | 3.0 | 4.0 | 4.4 | 4.5 | |
|---|---|---|---|---|---|---|---|
| 280 | 250 | 190 | 150 | 90 | 100 | 70 |
- (a)
On the grid in the Printed Answer Booklet, draw a scatter diagram of the data.
- (b)
Mr Tay realised that one of the values of has been wrongly stated in the data table.
Indicate the corresponding point on your diagram by labelling it . Explain why the scatter diagram for the remaining points may be consistent with a model of the form , where and are constants.
- (c)
Omitting , calculate the product moment correlation coefficient and the least squares estimates of and for the model .
- (d)
Use the model with the values of and found in part (c) to estimate the value of that has been wrongly stated in the data table. Give two reasons why you would expect this estimate to be reliable.
It won't just hand you the answer — it asks where you're stuck.How the checker works
Worked solution
8(a)
1. Set up the axes for the scatter diagram.
Identify the variables to be plotted. The independent variable is the selling price (horizontal axis) and the dependent variable is the average number of cups (vertical axis). Ensure the axes on the provided grid cover the range of from at least to and from to . Label the axes accordingly.
2. Plot the data points.
Plot each pair from the table onto the grid as a distinct point (e.g. using a cross '' or a dot).
The 7 points to plot are:
[A properly scaled scatter diagram with and axes labelled, showing the 7 points: and .]
8(b)
1. Identify the anomalous point and state the action for the diagram
The data generally shows decreasing as increases. However, from to , increases from to before dropping to at . Thus, breaks the trend. The student should circle and label the point as on their scatter diagram.
2. Explain why the remaining points fit the reciprocal model
For the remaining points, as increases, decreases, but the rate of decrease slows down (the gradient is negative but increasing towards zero). This decreasing, concave-upward shape matches the characteristics of the reciprocal graph (for and ).
Point is .
The scatter diagram for the remaining points shows that as increases, decreases at a decreasing rate. This concave-upward decreasing shape is characteristic of a reciprocal curve of the form .
8(c)
1. Identify the valid data points and apply the transformation $X = \frac{1}{x}$.
From part (b), the incorrectly stated point is . We omit this point for our calculations.
Let . The remaining pairs are:
2. Use a graphing calculator to calculate the product moment correlation coefficient $r$ and the estimates for $a$ and $b$.
Entering the valid data into a graphing calculator for the linear regression model :
Rounding to 3 significant figures, we get:
, ,
8(d)
1. Estimate the value of $y$ at $x = 4.4$ using the regression model.
From part (c), we have and .
Substitute into the model :
2. State two reasons why the estimate is expected to be reliable.
Reason 1: The estimated value is found by interpolation, since lies well within the given data range of .
Reason 2: The product moment correlation coefficient for the transformed model () is very close to , indicating a very strong positive linear correlation between and , so the model fits the data extremely well.
Reasons:
- It is an interpolation ( is within the data range ).
- The model fits the data very well ( is close to ).
AI analysis — may contain mistakes.
Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.
More questions on this topic
- 1A teacher conducts a survey on 7 students to investigate the relationship between the number of hours () of "screen-t…
- 2The number of years () an employee has worked for the company and the corresponding salary increment, in dollars (…
- 3It is believed that the probability of a randomly chosen pregnant woman giving birth to a Down's Syndrome child is r…
- 4In an experiment, the time taken, minutes, for a 1-kg block of ice to melt completely under 7 pre-determined tempera…
- 5An electrical appliance supplier is investigating the potential impact of monthly advertisement expenditure, denoted as…